Basic json -> sqlalchemy query builder
pip install jsonquery
Let's define a model and get an engine set up:
from sqlalchemy import Column, Integer, String, create_engine
from sqlalchemy.orm import sessionmaker
from sqlalchemy.ext.declarative import declarative_base
Base = declarative_base()
class User(Base):
__tablename__ = 'users'
id = Column(Integer, primary_key=True)
name = Column(String)
email = Column(String)
age = Column(Integer)
height = Column(Integer)
engine = create_engine("sqlite://", echo=True)
Base.metadata.create_all(engine)
model = User
session = sessionmaker(bind=engine)()
We want to get all users whose name starts with 'Pat' and are at least 21:
from jsonquery import jsonquery
json = {
"operator": "and",
"value": [
{
"operator": ">=",
"column": "age",
"value": 21
},
{
"operator": "ilike",
"column": "name",
"value": "pat%"
}
]
}
query = jsonquery(session, User, json)
users = query.all()
jsonquery doesn't care about column type. Instead, it uses a whitelist of operators, where keys are strings (the same that would be passed in the "operator" field of a node) and the values are functions that take a column object and a value and return a sqlalchemy criterion. Here are some examples:
def greater_than(column, value):
return column > value
register_operator(">", greater_than)
def like(column, value):
like_func = getattr(column, 'like')
return like_func(value)
register_operator("like", like)
By default, the following are registered:
>, >=, ==, !=, <=, < like, ilike, in_
Use unregister_operator(opstring) to remove an operator.
There are a few features I want to add, but these are mostly convenience and aren't necessary to the core application, which I believe is satisfied.
Reduce repetitive column and operator specification when possible by allowing non-scalar values for column operators. By flipping the nesting restriction on logical operators, we can omit fields specified at the column level. This is especially prominent in string matching, when the column and operator are the same, but we want to compare against 3+ values.
Currently:
{
"operator": "or",
"value": [
{
"column": "age",
"operator": "<=",
"value": 16
},
{
"column": "age",
"operator": ">=",
"value": 21
},
{
"column": "age",
"operator": "==",
"value": 18
}
]
}
With compressed logical operators:
{
"column": "age"
"value": {
"operator": "or",
"value": [
{
"operator": "<=",
"value": 16
},
{
"operator": ">=",
"value": 21
},
{
"operator": "==",
"value": 18
}
]
}
}
Or, when the operator is the same:
{
"column": "name"
"operator": "like"
"value": {
"operator": "or",
"value": [
"Bill",
"Mary",
"Steve"
]
}
}
I want to build complex sql queries from a request body, and json is a nice way to specify nested queries. As far as security is concerned, column/value names are passed into a set of functions which is hardcoded, and is primarily either attribute lookup (string functions like, ilike) or standard mathematical operators (operator.gt, for instance).